JOURNAL ARTICLE

Visual pattern recognition by moment invariants

Ming-Kuei Hu

Year: 1962 Journal:   IEEE Transactions on Information Theory Vol: 8 (2)Pages: 179-187   Publisher: Institute of Electrical and Electronics Engineers

Abstract

In this paper a theory of two-dimensional moment invariants for planar geometric figures is presented. A fundamental theorem is established to relate such moment invariants to the well-known algebraic invariants. Complete systems of moment invariants under translation, similitude and orthogonal transformations are derived. Some moment invariants under general two-dimensional linear transformations are also included. Both theoretical formulation and practical models of visual pattern recognition based upon these moment invariants are discussed. A simple simulation program together with its performance are also presented. It is shown that recognition of geometrical patterns and alphabetical characters independently of position, size and orientation can be accomplished. It is also indicated that generalization is possible to include invariance with parallel projection.

Keywords:
Moment (physics) Mathematics Generalization Image moment Algebra over a field Pure mathematics Computer science Artificial intelligence Mathematical analysis Image processing Image (mathematics)

Metrics

7457
Cited By
6.73
FWCI (Field Weighted Citation Impact)
6
Refs
0.97
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Handwritten Text Recognition Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image and Video Retrieval Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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